Federated Learning in Telecom Communication System

3. The intelligent service provider according to claim 2, wherein the service capability is at least one of a computing capability and a resource utilization rate of the intelligent service provider.

4. The intelligent service provider according to claim 1, wherein the at least one slave intelligent service provider is pre-configured, or is configured by the master intelligent service provider for the service request.

6. The intelligent service provider according to claim 5, wherein the performance indicator includes at least one of throughput, reliability, and delay of the intelligent service provider.

7. The intelligent service provider according to claim 1, wherein the processing circuitry is configured to switch on or switch off the federated learning according to a request from a service requester or a performance of the intelligent service provider.

8. The intelligent service provider according to claim 1, wherein the processing circuitry is configured to determine whether the service-related information provided by the slave intelligent service provider is available according to an activity level of the slave intelligent device or performance-related information provided by the slave intelligent service provider.

9. The intelligent service provider according to claim 8, wherein the performance-related information indicates whether a service performance difference from the slave intelligent service provider is greater than a specific threshold, and in a case where the indicator indicates that the service performance difference is greater than the specific threshold, it is judged that the service-related information provided from the slave intelligent service provider is available.

12. The intelligent service provider according to claim 1, wherein the processing circuitry is configured to feed back parameters of the global intelligent model to the at least one slave intelligent service provider for updating, periodically or according to a request from the slave intelligent service provider.

13. The intelligent service provider according to claim 1, wherein the slave intelligent service provider provides model parameters to the master intelligent service provider, periodically or according to a request from the master intelligent service provider.

15. The intelligent service provider according to claim 14, wherein the service-related information includes intelligent model parameters, and the slave intelligent service provider is configured to provide the intelligent model parameters to the master intelligent service provider periodically or based on a request from the master intelligent service provider.